Overview
Brought to you by YData
Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 8950 |
| Missing cells | 314 |
| Missing cells (%) | 0.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.5 MiB |
| Average record size in memory | 173.5 B |
Variable types
| Numeric | 17 |
|---|
AVANCE_EFECTIVO is highly overall correlated with COMPRAS and 11 other fields | High correlation |
COMPRAS is highly overall correlated with AVANCE_EFECTIVO and 7 other fields | High correlation |
COMPRAS_PLAZOS is highly overall correlated with AVANCE_EFECTIVO and 13 other fields | High correlation |
COMPRAS_PUNTUALES is highly overall correlated with AVANCE_EFECTIVO and 13 other fields | High correlation |
F_AVANCE_EFECTIVO is highly overall correlated with COMPRAS_PLAZOS and 5 other fields | High correlation |
F_COMPRAS is highly overall correlated with AVANCE_EFECTIVO and 10 other fields | High correlation |
F_COMPRAS_PLAZOS is highly overall correlated with COMPRAS_PLAZOS and 5 other fields | High correlation |
F_COMPRAS_PUNTUALES is highly overall correlated with AVANCE_EFECTIVO and 8 other fields | High correlation |
F_PAGOS_COMPLETOS is highly overall correlated with AVANCE_EFECTIVO and 10 other fields | High correlation |
F_SALDO is highly overall correlated with AVANCE_EFECTIVO and 9 other fields | High correlation |
LÍMITE_CREDITO is highly overall correlated with F_PAGOS_COMPLETOS and 2 other fields | High correlation |
MESES_CLIENTE is highly overall correlated with AVANCE_EFECTIVO and 7 other fields | High correlation |
PAGOS is highly overall correlated with AVANCE_EFECTIVO and 10 other fields | High correlation |
PAGOS_MINIMOS is highly overall correlated with AVANCE_EFECTIVO and 8 other fields | High correlation |
P_AVANCE_EFECTIVO is highly overall correlated with AVANCE_EFECTIVO and 4 other fields | High correlation |
P_COMPRAS is highly overall correlated with COMPRAS_PLAZOS and 6 other fields | High correlation |
SALDO is highly overall correlated with AVANCE_EFECTIVO and 7 other fields | High correlation |
PAGOS_MINIMOS has 313 (3.5%) missing values | Missing |
F_SALDO has unique values | Unique |
COMPRAS has unique values | Unique |
COMPRAS_PUNTUALES has unique values | Unique |
COMPRAS_PLAZOS has unique values | Unique |
AVANCE_EFECTIVO has unique values | Unique |
F_COMPRAS has unique values | Unique |
F_COMPRAS_PUNTUALES has unique values | Unique |
F_COMPRAS_PLAZOS has unique values | Unique |
F_AVANCE_EFECTIVO has unique values | Unique |
PAGOS has unique values | Unique |
F_PAGOS_COMPLETOS has unique values | Unique |
Reproduction
| Analysis started | 2025-03-14 02:48:48.952674 |
|---|---|
| Analysis finished | 2025-03-14 02:49:15.133580 |
| Duration | 26.18 seconds |
| Software version | ydata-profiling vv4.14.0 |
| Download configuration | config.json |
Variables
SALDO
Real number (ℝ)
High correlation
| Distinct | 8949 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9382.3879 |
| Minimum | 0 |
|---|---|
| Maximum | 19043.139 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2854.8674 |
| Q1 | 4275.0369 |
| median | 12007.719 |
| Q3 | 13740.566 |
| 95-th percentile | 16580.242 |
| Maximum | 19043.139 |
| Range | 19043.139 |
| Interquartile range (IQR) | 9465.529 |
Descriptive statistics
| Standard deviation | 5118.1136 |
|---|---|
| Coefficient of variation (CV) | 0.54550223 |
| Kurtosis | -1.7041396 |
| Mean | 9382.3879 |
| Median Absolute Deviation (MAD) | 4947.4812 |
| Skewness | -0.0098065752 |
| Sum | 83972372 |
| Variance | 26195086 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13048.17538 | 2 | < 0.1% |
| 5323.148883 | 1 | < 0.1% |
| 2894.440826 | 1 | < 0.1% |
| 12568.17469 | 1 | < 0.1% |
| 12531.4608 | 1 | < 0.1% |
| 13456.59149 | 1 | < 0.1% |
| 12711.09785 | 1 | < 0.1% |
| 13388.78627 | 1 | < 0.1% |
| 5413.777486 | 1 | < 0.1% |
| 13511.28823 | 1 | < 0.1% |
| Other values (8939) | 8939 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 885.0757034 | 1 | |
| 1008.382846 | 1 | |
| 1043.390879 | 1 | |
| 1072.89289 | 1 | |
| 1098.764703 | 1 | |
| 1108.161419 | 1 | |
| 1118.313734 | 1 | |
| 1125.764249 | 1 | |
| 1175.757312 | 1 |
| Value | Count | Frequency (%) |
| 19043.13856 | 1 | |
| 18569.42652 | 1 | |
| 18497.07354 | 1 | |
| 18434.97796 | 1 | |
| 18397.4101 | 1 | |
| 18384.028 | 1 | |
| 18339.7197 | 1 | |
| 18308.96883 | 1 | |
| 18252.25624 | 1 | |
| 18233.67155 | 1 |
F_SALDO
Real number (ℝ)
High correlation Unique
| Distinct | 8950 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.45920527 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.12088099 |
| Q1 | 0.18849012 |
| median | 0.30664968 |
| Q3 | 0.7560605 |
| 95-th percentile | 0.83542186 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.56757038 |
Descriptive statistics
| Standard deviation | 0.28299772 |
|---|---|
| Coefficient of variation (CV) | 0.61627717 |
| Kurtosis | -1.7668724 |
| Mean | 0.45920527 |
| Median Absolute Deviation (MAD) | 0.21291151 |
| Skewness | 0.11596109 |
| Sum | 4109.8871 |
| Variance | 0.080087712 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.250692707 | 1 | < 0.1% |
| 0.725720857 | 1 | < 0.1% |
| 0.846129553 | 1 | < 0.1% |
| 0.138971189 | 1 | < 0.1% |
| 0.815383263 | 1 | < 0.1% |
| 0.653521965 | 1 | < 0.1% |
| 0.79179445 | 1 | < 0.1% |
| 0.771520379 | 1 | < 0.1% |
| 0.523217439 | 1 | < 0.1% |
| 0.190372367 | 1 | < 0.1% |
| Other values (8940) | 8940 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.010427583 | 1 | |
| 0.014856227 | 1 | |
| 0.021585154 | 1 | |
| 0.02194965 | 1 | |
| 0.023505901 | 1 | |
| 0.025894801 | 1 | |
| 0.027843806 | 1 | |
| 0.030474901 | 1 | |
| 0.032863616 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.939610773 | 1 | |
| 0.936658899 | 1 | |
| 0.935383007 | 1 | |
| 0.932518174 | 1 | |
| 0.931677127 | 1 | |
| 0.923863815 | 1 | |
| 0.920708863 | 1 | |
| 0.920004014 | 1 | |
| 0.919001899 | 1 |
COMPRAS
Real number (ℝ)
High correlation Unique
| Distinct | 8950 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30525.873 |
| Minimum | 0 |
|---|---|
| Maximum | 49039.57 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6616.995 |
| Q1 | 27106.652 |
| median | 30934.582 |
| Q3 | 39825.161 |
| 95-th percentile | 43316.606 |
| Maximum | 49039.57 |
| Range | 49039.57 |
| Interquartile range (IQR) | 12718.509 |
Descriptive statistics
| Standard deviation | 11041.411 |
|---|---|
| Coefficient of variation (CV) | 0.36170663 |
| Kurtosis | 0.21198459 |
| Mean | 30525.873 |
| Median Absolute Deviation (MAD) | 6943.5872 |
| Skewness | -0.98275394 |
| Sum | 2.7320657 × 108 |
| Variance | 1.2191276 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 26344.0722 | 1 | < 0.1% |
| 41437.06432 | 1 | < 0.1% |
| 43779.4274 | 1 | < 0.1% |
| 28258.13329 | 1 | < 0.1% |
| 42817.61455 | 1 | < 0.1% |
| 41108.43375 | 1 | < 0.1% |
| 44493.57963 | 1 | < 0.1% |
| 41012.43728 | 1 | < 0.1% |
| 26343.59408 | 1 | < 0.1% |
| 29907.99005 | 1 | < 0.1% |
| Other values (8940) | 8940 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 802.5621109 | 1 | |
| 1030.085201 | 1 | |
| 1095.306246 | 1 | |
| 1856.714976 | 1 | |
| 1877.730395 | 1 | |
| 1970.558086 | 1 | |
| 1980.687874 | 1 | |
| 1995.799837 | 1 | |
| 2046.231017 | 1 |
| Value | Count | Frequency (%) |
| 49039.57 | 1 | |
| 48228.03931 | 1 | |
| 47404.00743 | 1 | |
| 47381.97436 | 1 | |
| 47359.68992 | 1 | |
| 47141.1223 | 1 | |
| 46918.90384 | 1 | |
| 46891.48848 | 1 | |
| 46801.62683 | 1 | |
| 46647.03585 | 1 |
COMPRAS_PUNTUALES
Real number (ℝ)
High correlation Unique
| Distinct | 8950 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22913.666 |
| Minimum | 0 |
|---|---|
| Maximum | 40761.25 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4333.5648 |
| Q1 | 6698.2525 |
| median | 31011.033 |
| Q3 | 34495.416 |
| 95-th percentile | 36929.564 |
| Maximum | 40761.25 |
| Range | 40761.25 |
| Interquartile range (IQR) | 27797.164 |
Descriptive statistics
| Standard deviation | 13573.919 |
|---|---|
| Coefficient of variation (CV) | 0.59239404 |
| Kurtosis | -1.7263916 |
| Mean | 22913.666 |
| Median Absolute Deviation (MAD) | 4975.9527 |
| Skewness | -0.40878713 |
| Sum | 2.0507731 × 108 |
| Variance | 1.8425128 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 38237.44252 | 1 | < 0.1% |
| 5362.933728 | 1 | < 0.1% |
| 5033.507182 | 1 | < 0.1% |
| 36005.104 | 1 | < 0.1% |
| 6096.311227 | 1 | < 0.1% |
| 7480.473162 | 1 | < 0.1% |
| 7388.158309 | 1 | < 0.1% |
| 3651.156999 | 1 | < 0.1% |
| 31353.8312 | 1 | < 0.1% |
| 35957.10776 | 1 | < 0.1% |
| Other values (8940) | 8940 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 354.6224778 | 1 | |
| 916.1213738 | 1 | |
| 969.8717684 | 1 | |
| 1158.864719 | 1 | |
| 1198.052851 | 1 | |
| 1225.548277 | 1 | |
| 1314.469823 | 1 | |
| 1426.650583 | 1 | |
| 1467.924848 | 1 |
| Value | Count | Frequency (%) |
| 40761.25 | 1 | |
| 40494.4017 | 1 | |
| 40411.58254 | 1 | |
| 40378.13101 | 1 | |
| 40349.45022 | 1 | |
| 40298.4978 | 1 | |
| 40104.52639 | 1 | |
| 39967.37278 | 1 | |
| 39947.12194 | 1 | |
| 39942.58007 | 1 |
COMPRAS_PLAZOS
Real number (ℝ)
High correlation Unique
| Distinct | 8950 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11407.852 |
| Minimum | 0 |
|---|---|
| Maximum | 22500 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2311.397 |
| Q1 | 3736.7202 |
| median | 10832.141 |
| Q3 | 19127.083 |
| 95-th percentile | 20486.675 |
| Maximum | 22500 |
| Range | 22500 |
| Interquartile range (IQR) | 15390.363 |
Descriptive statistics
| Standard deviation | 7087.103 |
|---|---|
| Coefficient of variation (CV) | 0.62124781 |
| Kurtosis | -1.6290421 |
| Mean | 11407.852 |
| Median Absolute Deviation (MAD) | 7629.1438 |
| Skewness | 0.024009418 |
| Sum | 1.0210027 × 108 |
| Variance | 50227029 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3727.113162 | 1 | < 0.1% |
| 20804.5293 | 1 | < 0.1% |
| 18471.90619 | 1 | < 0.1% |
| 4536.012866 | 1 | < 0.1% |
| 19267.79499 | 1 | < 0.1% |
| 19557.49091 | 1 | < 0.1% |
| 20686.76067 | 1 | < 0.1% |
| 18522.99067 | 1 | < 0.1% |
| 9010.635829 | 1 | < 0.1% |
| 4235.515719 | 1 | < 0.1% |
| Other values (8940) | 8940 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 291.4350444 | 1 | |
| 306.3587599 | 1 | |
| 420.8859033 | 1 | |
| 428.5092786 | 1 | |
| 486.4719017 | 1 | |
| 627.4056257 | 1 | |
| 628.6425918 | 1 | |
| 648.6134924 | 1 | |
| 702.8437687 | 1 |
| Value | Count | Frequency (%) |
| 22500 | 1 | |
| 22445.19219 | 1 | |
| 22295.53069 | 1 | |
| 22154.51792 | 1 | |
| 22117.11387 | 1 | |
| 22021.44059 | 1 | |
| 22013.27978 | 1 | |
| 22012.8644 | 1 | |
| 22005.36194 | 1 | |
| 21951.52724 | 1 |
AVANCE_EFECTIVO
Real number (ℝ)
High correlation Unique
| Distinct | 8950 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22573.474 |
| Minimum | 0 |
|---|---|
| Maximum | 47137.212 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7012.1109 |
| Q1 | 10944.431 |
| median | 19465.792 |
| Q3 | 36150.723 |
| 95-th percentile | 40572.083 |
| Maximum | 47137.212 |
| Range | 47137.212 |
| Interquartile range (IQR) | 25206.291 |
Descriptive statistics
| Standard deviation | 12594.296 |
|---|---|
| Coefficient of variation (CV) | 0.55792457 |
| Kurtosis | -1.5988803 |
| Mean | 22573.474 |
| Median Absolute Deviation (MAD) | 10850.018 |
| Skewness | 0.21537149 |
| Sum | 2.0203259 × 108 |
| Variance | 1.5861629 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 15708.23968 | 1 | < 0.1% |
| 36506.31873 | 1 | < 0.1% |
| 39084.83617 | 1 | < 0.1% |
| 7058.118437 | 1 | < 0.1% |
| 39118.40863 | 1 | < 0.1% |
| 31439.06137 | 1 | < 0.1% |
| 39705.07662 | 1 | < 0.1% |
| 38603.70918 | 1 | < 0.1% |
| 4625.479787 | 1 | < 0.1% |
| 12973.24828 | 1 | < 0.1% |
| Other values (8940) | 8940 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 444.180016 | 1 | |
| 767.2506051 | 1 | |
| 1667.744275 | 1 | |
| 1851.092454 | 1 | |
| 1875.702282 | 1 | |
| 1928.362354 | 1 | |
| 2369.725445 | 1 | |
| 2487.948408 | 1 | |
| 2647.126977 | 1 |
| Value | Count | Frequency (%) |
| 47137.21176 | 1 | |
| 46470.12694 | 1 | |
| 46394.29124 | 1 | |
| 45747.75649 | 1 | |
| 45628.08385 | 1 | |
| 45476.09724 | 1 | |
| 45219.3376 | 1 | |
| 45164.82939 | 1 | |
| 45146.60223 | 1 | |
| 45141.25977 | 1 |
F_COMPRAS
Real number (ℝ)
High correlation Unique
| Distinct | 8950 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.55981002 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.20331681 |
| Q1 | 0.40727318 |
| median | 0.50530452 |
| Q3 | 0.7770837 |
| 95-th percentile | 0.86479798 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.36981052 |
Descriptive statistics
| Standard deviation | 0.21405474 |
|---|---|
| Coefficient of variation (CV) | 0.38237033 |
| Kurtosis | -1.0985196 |
| Mean | 0.55981002 |
| Median Absolute Deviation (MAD) | 0.17765663 |
| Skewness | -0.027693024 |
| Sum | 5010.2997 |
| Variance | 0.045819432 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.496535855 | 1 | < 0.1% |
| 0.883631682 | 1 | < 0.1% |
| 0.77727304 | 1 | < 0.1% |
| 0.388050467 | 1 | < 0.1% |
| 0.812677656 | 1 | < 0.1% |
| 0.832239216 | 1 | < 0.1% |
| 0.749221444 | 1 | < 0.1% |
| 0.777377855 | 1 | < 0.1% |
| 0.109919235 | 1 | < 0.1% |
| 0.411019006 | 1 | < 0.1% |
| Other values (8940) | 8940 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.040958035 | 1 | |
| 0.046248735 | 1 | |
| 0.046857727 | 1 | |
| 0.04998949 | 1 | |
| 0.050787224 | 1 | |
| 0.05638137 | 1 | |
| 0.060709924 | 1 | |
| 0.064944785 | 1 | |
| 0.067918099 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.999194116 | 1 | |
| 0.998470526 | 1 | |
| 0.997711347 | 1 | |
| 0.988014567 | 1 | |
| 0.986604764 | 1 | |
| 0.977364949 | 1 | |
| 0.974017266 | 1 | |
| 0.973889019 | 1 | |
| 0.973881002 | 1 |
F_COMPRAS_PUNTUALES
Real number (ℝ)
High correlation Unique
| Distinct | 8950 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.47803224 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.153228 |
| Q1 | 0.25085559 |
| median | 0.53352102 |
| Q3 | 0.64911958 |
| 95-th percentile | 0.80963312 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.39826399 |
Descriptive statistics
| Standard deviation | 0.22187326 |
|---|---|
| Coefficient of variation (CV) | 0.46413869 |
| Kurtosis | -1.2660164 |
| Mean | 0.47803224 |
| Median Absolute Deviation (MAD) | 0.20131508 |
| Skewness | -0.073036402 |
| Sum | 4278.3885 |
| Variance | 0.049227742 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.464442158 | 1 | < 0.1% |
| 0.308493142 | 1 | < 0.1% |
| 0.237406009 | 1 | < 0.1% |
| 0.566880671 | 1 | < 0.1% |
| 0.194713638 | 1 | < 0.1% |
| 0.202100795 | 1 | < 0.1% |
| 0.22500664 | 1 | < 0.1% |
| 0.179431 | 1 | < 0.1% |
| 0.752303194 | 1 | < 0.1% |
| 0.573390431 | 1 | < 0.1% |
| Other values (8940) | 8940 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.031308334 | 1 | |
| 0.031661187 | 1 | |
| 0.050872919 | 1 | |
| 0.054947643 | 1 | |
| 0.057340594 | 1 | |
| 0.057911991 | 1 | |
| 0.05884068 | 1 | |
| 0.059907398 | 1 | |
| 0.061399317 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.998947367 | 1 | |
| 0.984298283 | 1 | |
| 0.9823838 | 1 | |
| 0.980166562 | 1 | |
| 0.978558397 | 1 | |
| 0.977949401 | 1 | |
| 0.970915648 | 1 | |
| 0.968876608 | 1 | |
| 0.96837024 | 1 |
F_COMPRAS_PLAZOS
Real number (ℝ)
High correlation Unique
| Distinct | 8950 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.62391568 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.17461492 |
| Q1 | 0.51823052 |
| median | 0.60760758 |
| Q3 | 0.81492919 |
| 95-th percentile | 0.89275532 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.29669867 |
Descriptive statistics
| Standard deviation | 0.2082072 |
|---|---|
| Coefficient of variation (CV) | 0.33371048 |
| Kurtosis | -0.028872187 |
| Mean | 0.62391568 |
| Median Absolute Deviation (MAD) | 0.13699256 |
| Skewness | -0.66151997 |
| Sum | 5584.0454 |
| Variance | 0.043350238 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.821610917 | 1 | < 0.1% |
| 0.580985209 | 1 | < 0.1% |
| 0.514425934 | 1 | < 0.1% |
| 0.848701303 | 1 | < 0.1% |
| 0.593445387 | 1 | < 0.1% |
| 0.521138327 | 1 | < 0.1% |
| 0.552134929 | 1 | < 0.1% |
| 0.549162396 | 1 | < 0.1% |
| 0.222073909 | 1 | < 0.1% |
| 0.878886786 | 1 | < 0.1% |
| Other values (8940) | 8940 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.01843335 | 1 | |
| 0.028159527 | 1 | |
| 0.032930782 | 1 | |
| 0.036814876 | 1 | |
| 0.044216755 | 1 | |
| 0.045430799 | 1 | |
| 0.051737891 | 1 | |
| 0.053180794 | 1 | |
| 0.054541241 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.999228986 | 1 | |
| 0.994951549 | 1 | |
| 0.988006445 | 1 | |
| 0.985836738 | 1 | |
| 0.982656168 | 1 | |
| 0.981889332 | 1 | |
| 0.979582744 | 1 | |
| 0.979260456 | 1 | |
| 0.97764373 | 1 |
F_AVANCE_EFECTIVO
Real number (ℝ)
High correlation Unique
| Distinct | 8950 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.73494611 |
| Minimum | 0 |
|---|---|
| Maximum | 1.5 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.13012927 |
| Q1 | 0.23071552 |
| median | 0.94765112 |
| Q3 | 1.0291717 |
| 95-th percentile | 1.3199466 |
| Maximum | 1.5 |
| Range | 1.5 |
| Interquartile range (IQR) | 0.79845615 |
Descriptive statistics
| Standard deviation | 0.42256259 |
|---|---|
| Coefficient of variation (CV) | 0.57495724 |
| Kurtosis | -1.486247 |
| Mean | 0.73494611 |
| Median Absolute Deviation (MAD) | 0.15087962 |
| Skewness | -0.35139224 |
| Sum | 6577.7677 |
| Variance | 0.17855914 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.194501644 | 1 | < 0.1% |
| 0.951120651 | 1 | < 0.1% |
| 0.961277649 | 1 | < 0.1% |
| 0.178319851 | 1 | < 0.1% |
| 1.004010144 | 1 | < 0.1% |
| 1.146789182 | 1 | < 0.1% |
| 1.04901538 | 1 | < 0.1% |
| 1.060168412 | 1 | < 0.1% |
| 1.357379426 | 1 | < 0.1% |
| 0.193118907 | 1 | < 0.1% |
| Other values (8940) | 8940 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.005993094 | 1 | |
| 0.011819193 | 1 | |
| 0.013748532 | 1 | |
| 0.015169869 | 1 | |
| 0.016549447 | 1 | |
| 0.019757976 | 1 | |
| 0.020842636 | 1 | |
| 0.021314779 | 1 | |
| 0.022455455 | 1 |
| Value | Count | Frequency (%) |
| 1.5 | 1 | |
| 1.49104669 | 1 | |
| 1.478030738 | 1 | |
| 1.469423469 | 1 | |
| 1.468218163 | 1 | |
| 1.463748383 | 1 | |
| 1.456969054 | 1 | |
| 1.456421979 | 1 | |
| 1.45468774 | 1 | |
| 1.454311881 | 1 |
P_AVANCE_EFECTIVO
Real number (ℝ)
High correlation
| Distinct | 118 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 76.169162 |
| Minimum | 0 |
|---|---|
| Maximum | 123 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 29 |
| Q1 | 65 |
| median | 82 |
| Q3 | 92 |
| 95-th percentile | 103 |
| Maximum | 123 |
| Range | 123 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 22.260935 |
|---|---|
| Coefficient of variation (CV) | 0.29225653 |
| Kurtosis | 0.17016868 |
| Mean | 76.169162 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | -0.95661627 |
| Sum | 681714 |
| Variance | 495.54921 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 85 | 260 | 2.9% |
| 84 | 250 | 2.8% |
| 87 | 243 | 2.7% |
| 90 | 234 | 2.6% |
| 88 | 234 | 2.6% |
| 83 | 231 | 2.6% |
| 86 | 230 | 2.6% |
| 81 | 230 | 2.6% |
| 82 | 228 | 2.5% |
| 89 | 223 | 2.5% |
| Other values (108) | 6587 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 3 | 2 | < 0.1% |
| 5 | 3 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 4 | < 0.1% |
| 10 | 2 | < 0.1% |
| 12 | 8 | |
| 13 | 8 | |
| 14 | 10 |
| Value | Count | Frequency (%) |
| 123 | 1 | < 0.1% |
| 121 | 1 | < 0.1% |
| 120 | 4 | < 0.1% |
| 119 | 2 | < 0.1% |
| 118 | 1 | < 0.1% |
| 117 | 2 | < 0.1% |
| 116 | 8 | |
| 115 | 4 | < 0.1% |
| 114 | 5 | |
| 113 | 10 |
P_COMPRAS
Real number (ℝ)
High correlation
| Distinct | 331 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 164.98145 |
| Minimum | 0 |
|---|---|
| Maximum | 358 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 59 |
| Q1 | 97 |
| median | 176 |
| Q3 | 216 |
| 95-th percentile | 287 |
| Maximum | 358 |
| Range | 358 |
| Interquartile range (IQR) | 119 |
Descriptive statistics
| Standard deviation | 71.322003 |
|---|---|
| Coefficient of variation (CV) | 0.43230316 |
| Kurtosis | -0.9073774 |
| Mean | 164.98145 |
| Median Absolute Deviation (MAD) | 57 |
| Skewness | 0.078237319 |
| Sum | 1476584 |
| Variance | 5086.8281 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 209 | 72 | 0.8% |
| 192 | 67 | 0.7% |
| 196 | 66 | 0.7% |
| 206 | 66 | 0.7% |
| 214 | 65 | 0.7% |
| 205 | 65 | 0.7% |
| 201 | 64 | 0.7% |
| 213 | 64 | 0.7% |
| 194 | 62 | 0.7% |
| 202 | 62 | 0.7% |
| Other values (321) | 8297 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 10 | 2 | |
| 15 | 2 | |
| 16 | 1 | < 0.1% |
| 17 | 4 | |
| 20 | 1 | < 0.1% |
| 21 | 1 | < 0.1% |
| 22 | 1 | < 0.1% |
| 23 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 358 | 1 | < 0.1% |
| 351 | 1 | < 0.1% |
| 350 | 1 | < 0.1% |
| 349 | 2 | |
| 348 | 1 | < 0.1% |
| 347 | 1 | < 0.1% |
| 345 | 1 | < 0.1% |
| 342 | 3 | |
| 340 | 1 | < 0.1% |
| 338 | 4 |
LÍMITE_CREDITO
Real number (ℝ)
High correlation
| Distinct | 8949 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14696.64 |
| Minimum | 50 |
|---|---|
| Maximum | 30000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.9 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 3904.0634 |
| Q1 | 13487.727 |
| median | 14942.545 |
| Q3 | 16269.727 |
| 95-th percentile | 26139.173 |
| Maximum | 30000 |
| Range | 29950 |
| Interquartile range (IQR) | 2781.9998 |
Descriptive statistics
| Standard deviation | 5537.0747 |
|---|---|
| Coefficient of variation (CV) | 0.37675785 |
| Kurtosis | 0.94614967 |
| Mean | 14696.64 |
| Median Absolute Deviation (MAD) | 1381.6762 |
| Skewness | 0.018925049 |
| Sum | 1.3152023 × 108 |
| Variance | 30659196 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 16819.48004 | 1 | < 0.1% |
| 13489.83458 | 1 | < 0.1% |
| 14023.51913 | 1 | < 0.1% |
| 15672.74711 | 1 | < 0.1% |
| 15771.35508 | 1 | < 0.1% |
| 15205.50881 | 1 | < 0.1% |
| 16927.76517 | 1 | < 0.1% |
| 14721.74873 | 1 | < 0.1% |
| 27347.93593 | 1 | < 0.1% |
| 16362.29711 | 1 | < 0.1% |
| Other values (8939) | 8939 |
| Value | Count | Frequency (%) |
| 50 | 1 | |
| 133.919532 | 1 | |
| 504.2268287 | 1 | |
| 580.0112044 | 1 | |
| 646.9910694 | 1 | |
| 680.3749224 | 1 | |
| 732.8415517 | 1 | |
| 776.9563119 | 1 | |
| 796.6130275 | 1 | |
| 867.128434 | 1 |
| Value | Count | Frequency (%) |
| 30000 | 1 | |
| 29905.60826 | 1 | |
| 29818.70965 | 1 | |
| 29669.97528 | 1 | |
| 29645.60622 | 1 | |
| 29544.21431 | 1 | |
| 29502.22828 | 1 | |
| 29339.72126 | 1 | |
| 29315.78973 | 1 | |
| 29293.07003 | 1 |
PAGOS
Real number (ℝ)
High correlation Unique
| Distinct | 8950 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19824.347 |
| Minimum | 0 |
|---|---|
| Maximum | 50721.483 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6088.4929 |
| Q1 | 9329.6031 |
| median | 21367.621 |
| Q3 | 25219.127 |
| 95-th percentile | 43827.557 |
| Maximum | 50721.483 |
| Range | 50721.483 |
| Interquartile range (IQR) | 15889.524 |
Descriptive statistics
| Standard deviation | 11069.268 |
|---|---|
| Coefficient of variation (CV) | 0.55836735 |
| Kurtosis | -0.067413052 |
| Mean | 19824.347 |
| Median Absolute Deviation (MAD) | 7608.515 |
| Skewness | 0.67538125 |
| Sum | 1.7742791 × 108 |
| Variance | 1.225287 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 21337.02746 | 1 | < 0.1% |
| 9120.361516 | 1 | < 0.1% |
| 8036.844158 | 1 | < 0.1% |
| 24779.04808 | 1 | < 0.1% |
| 7076.890278 | 1 | < 0.1% |
| 6738.704191 | 1 | < 0.1% |
| 8419.502739 | 1 | < 0.1% |
| 9107.000329 | 1 | < 0.1% |
| 37994.25 | 1 | < 0.1% |
| 24692.94081 | 1 | < 0.1% |
| Other values (8940) | 8940 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1503.315614 | 1 | |
| 1604.581013 | 1 | |
| 1899.629874 | 1 | |
| 1909.85867 | 1 | |
| 1924.758371 | 1 | |
| 2232.888478 | 1 | |
| 2289.554519 | 1 | |
| 2694.995305 | 1 | |
| 2706.069721 | 1 |
| Value | Count | Frequency (%) |
| 50721.48336 | 1 | |
| 50472.32637 | 1 | |
| 50380.26434 | 1 | |
| 49623.81552 | 1 | |
| 49223.49462 | 1 | |
| 48952.659 | 1 | |
| 48937.42629 | 1 | |
| 48811.44262 | 1 | |
| 48727.94939 | 1 | |
| 48562.3712 | 1 |
PAGOS_MINIMOS
Real number (ℝ)
High correlation Missing
| Distinct | 8637 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 313 |
| Missing (%) | 3.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44222.978 |
| Minimum | 1006.065 |
|---|---|
| Maximum | 76406.208 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.9 KiB |
Quantile statistics
| Minimum | 1006.065 |
|---|---|
| 5-th percentile | 17045.676 |
| Q1 | 31572.128 |
| median | 48780.272 |
| Q3 | 57761.176 |
| 95-th percentile | 64111.498 |
| Maximum | 76406.208 |
| Range | 75400.143 |
| Interquartile range (IQR) | 26189.048 |
Descriptive statistics
| Standard deviation | 15468.314 |
|---|---|
| Coefficient of variation (CV) | 0.34978002 |
| Kurtosis | -1.0697059 |
| Mean | 44222.978 |
| Median Absolute Deviation (MAD) | 12457.93 |
| Skewness | -0.35549673 |
| Sum | 3.8195386 × 108 |
| Variance | 2.3926875 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 39452.95812 | 1 | < 0.1% |
| 56255.79157 | 1 | < 0.1% |
| 40940.8495 | 1 | < 0.1% |
| 59390.27296 | 1 | < 0.1% |
| 61481.52889 | 1 | < 0.1% |
| 50366.75465 | 1 | < 0.1% |
| 33988.64039 | 1 | < 0.1% |
| 27619.23845 | 1 | < 0.1% |
| 59918.19036 | 1 | < 0.1% |
| 35039.86352 | 1 | < 0.1% |
| Other values (8627) | 8627 | |
| (Missing) | 313 | 3.5% |
| Value | Count | Frequency (%) |
| 1006.064965 | 1 | |
| 2160.629738 | 1 | |
| 3038.547949 | 1 | |
| 3210.910539 | 1 | |
| 4080.545925 | 1 | |
| 4400.615012 | 1 | |
| 4408.570208 | 1 | |
| 5081.015028 | 1 | |
| 5590.445073 | 1 | |
| 5776.494624 | 1 |
| Value | Count | Frequency (%) |
| 76406.20752 | 1 | |
| 75375.06471 | 1 | |
| 73989.66709 | 1 | |
| 73852.0694 | 1 | |
| 73606.51716 | 1 | |
| 73136.23537 | 1 | |
| 72714.63958 | 1 | |
| 72650.9874 | 1 | |
| 72141.59346 | 1 | |
| 72065.2961 | 1 |
F_PAGOS_COMPLETOS
Real number (ℝ)
High correlation Unique
| Distinct | 8950 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.54541448 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.13330137 |
| Q1 | 0.33673232 |
| median | 0.43268965 |
| Q3 | 0.81517791 |
| 95-th percentile | 0.89000698 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.47844559 |
Descriptive statistics
| Standard deviation | 0.26744263 |
|---|---|
| Coefficient of variation (CV) | 0.4903475 |
| Kurtosis | -1.5198974 |
| Mean | 0.54541448 |
| Median Absolute Deviation (MAD) | 0.28094339 |
| Skewness | -0.064546367 |
| Sum | 4881.4596 |
| Variance | 0.071525558 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.817906647 | 1 | < 0.1% |
| 0.414472591 | 1 | < 0.1% |
| 0.386041948 | 1 | < 0.1% |
| 0.823809481 | 1 | < 0.1% |
| 0.406787958 | 1 | < 0.1% |
| 0.356113009 | 1 | < 0.1% |
| 0.41343092 | 1 | < 0.1% |
| 0.326115516 | 1 | < 0.1% |
| 0.74219514 | 1 | < 0.1% |
| 0.909980664 | 1 | < 0.1% |
| Other values (8940) | 8940 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.012136856 | 1 | |
| 0.020148508 | 1 | |
| 0.021707718 | 1 | |
| 0.023528331 | 1 | |
| 0.029629837 | 1 | |
| 0.032417556 | 1 | |
| 0.032610948 | 1 | |
| 0.032906928 | 1 | |
| 0.033161956 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.993136775 | 1 | |
| 0.991642838 | 1 | |
| 0.991604933 | 1 | |
| 0.986776402 | 1 | |
| 0.983996727 | 1 | |
| 0.981609131 | 1 | |
| 0.980439591 | 1 | |
| 0.979336983 | 1 | |
| 0.978045132 | 1 |
MESES_CLIENTE
Real number (ℝ)
High correlation
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.3706145 |
| Minimum | 6 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 397.9 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 7 |
| median | 8 |
| Q3 | 10 |
| 95-th percentile | 11 |
| Maximum | 12 |
| Range | 6 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.7560353 |
|---|---|
| Coefficient of variation (CV) | 0.2097857 |
| Kurtosis | -1.5628377 |
| Mean | 8.3706145 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.13397164 |
| Sum | 74917 |
| Variance | 3.0836598 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 10 | 3336 | |
| 6 | 2091 | |
| 7 | 1414 | |
| 8 | 1021 | 11.4% |
| 11 | 575 | 6.4% |
| 9 | 512 | 5.7% |
| 12 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6 | 2091 | |
| 7 | 1414 | |
| 8 | 1021 | 11.4% |
| 9 | 512 | 5.7% |
| 10 | 3336 | |
| 11 | 575 | 6.4% |
| 12 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 12 | 1 | < 0.1% |
| 11 | 575 | 6.4% |
| 10 | 3336 | |
| 9 | 512 | 5.7% |
| 8 | 1021 | 11.4% |
| 7 | 1414 | |
| 6 | 2091 |
Interactions
Correlations
| AVANCE_EFECTIVO | COMPRAS | COMPRAS_PLAZOS | COMPRAS_PUNTUALES | F_AVANCE_EFECTIVO | F_COMPRAS | F_COMPRAS_PLAZOS | F_COMPRAS_PUNTUALES | F_PAGOS_COMPLETOS | F_SALDO | LÍMITE_CREDITO | MESES_CLIENTE | PAGOS | PAGOS_MINIMOS | P_AVANCE_EFECTIVO | P_COMPRAS | SALDO | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AVANCE_EFECTIVO | 1.000 | 0.606 | 0.791 | -0.769 | 0.355 | 0.822 | -0.428 | -0.679 | -0.642 | 0.652 | -0.392 | 0.507 | -0.833 | 0.790 | 0.504 | 0.424 | 0.673 |
| COMPRAS | 0.606 | 1.000 | 0.563 | -0.587 | 0.071 | 0.660 | -0.278 | -0.833 | -0.080 | 0.703 | 0.052 | 0.379 | -0.651 | 0.467 | 0.723 | 0.259 | 0.147 |
| COMPRAS_PLAZOS | 0.791 | 0.563 | 1.000 | -0.859 | 0.611 | 0.719 | -0.699 | -0.565 | -0.677 | 0.764 | -0.230 | 0.762 | -0.727 | 0.680 | 0.365 | 0.686 | 0.568 |
| COMPRAS_PUNTUALES | -0.769 | -0.587 | -0.859 | 1.000 | -0.595 | -0.704 | 0.688 | 0.575 | 0.628 | -0.768 | 0.188 | -0.754 | 0.712 | -0.653 | -0.379 | -0.674 | -0.518 |
| F_AVANCE_EFECTIVO | 0.355 | 0.071 | 0.611 | -0.595 | 1.000 | 0.200 | -0.799 | 0.004 | -0.577 | 0.492 | -0.006 | 0.795 | -0.212 | 0.246 | -0.164 | 0.798 | 0.281 |
| F_COMPRAS | 0.822 | 0.660 | 0.719 | -0.704 | 0.200 | 1.000 | -0.290 | -0.749 | -0.544 | 0.609 | -0.400 | 0.376 | -0.850 | 0.789 | 0.603 | 0.283 | 0.642 |
| F_COMPRAS_PLAZOS | -0.428 | -0.278 | -0.699 | 0.688 | -0.799 | -0.290 | 1.000 | 0.170 | 0.500 | -0.654 | -0.101 | -0.881 | 0.296 | -0.269 | 0.007 | -0.854 | -0.209 |
| F_COMPRAS_PUNTUALES | -0.679 | -0.833 | -0.565 | 0.575 | 0.004 | -0.749 | 0.170 | 1.000 | 0.173 | -0.637 | 0.127 | -0.272 | 0.745 | -0.590 | -0.748 | -0.150 | -0.306 |
| F_PAGOS_COMPLETOS | -0.642 | -0.080 | -0.677 | 0.628 | -0.577 | -0.544 | 0.500 | 0.173 | 1.000 | -0.360 | 0.533 | -0.516 | 0.567 | -0.673 | -0.016 | -0.510 | -0.795 |
| F_SALDO | 0.652 | 0.703 | 0.764 | -0.768 | 0.492 | 0.609 | -0.654 | -0.637 | -0.360 | 1.000 | 0.051 | 0.728 | -0.605 | 0.478 | 0.460 | 0.637 | 0.247 |
| LÍMITE_CREDITO | -0.392 | 0.052 | -0.230 | 0.188 | -0.006 | -0.400 | -0.101 | 0.127 | 0.533 | 0.051 | 1.000 | 0.087 | 0.416 | -0.528 | -0.075 | 0.091 | -0.669 |
| MESES_CLIENTE | 0.507 | 0.379 | 0.762 | -0.754 | 0.795 | 0.376 | -0.881 | -0.272 | -0.516 | 0.728 | 0.087 | 1.000 | -0.383 | 0.336 | 0.082 | 0.868 | 0.245 |
| PAGOS | -0.833 | -0.651 | -0.727 | 0.712 | -0.212 | -0.850 | 0.296 | 0.745 | 0.567 | -0.605 | 0.416 | -0.383 | 1.000 | -0.805 | -0.596 | -0.288 | -0.663 |
| PAGOS_MINIMOS | 0.790 | 0.467 | 0.680 | -0.653 | 0.246 | 0.789 | -0.269 | -0.590 | -0.673 | 0.478 | -0.528 | 0.336 | -0.805 | 1.000 | 0.446 | 0.269 | 0.761 |
| P_AVANCE_EFECTIVO | 0.504 | 0.723 | 0.365 | -0.379 | -0.164 | 0.603 | 0.007 | -0.748 | -0.016 | 0.460 | -0.075 | 0.082 | -0.596 | 0.446 | 1.000 | -0.020 | 0.182 |
| P_COMPRAS | 0.424 | 0.259 | 0.686 | -0.674 | 0.798 | 0.283 | -0.854 | -0.150 | -0.510 | 0.637 | 0.091 | 0.868 | -0.288 | 0.269 | -0.020 | 1.000 | 0.218 |
| SALDO | 0.673 | 0.147 | 0.568 | -0.518 | 0.281 | 0.642 | -0.209 | -0.306 | -0.795 | 0.247 | -0.669 | 0.245 | -0.663 | 0.761 | 0.182 | 0.218 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| SALDO | F_SALDO | COMPRAS | COMPRAS_PUNTUALES | COMPRAS_PLAZOS | AVANCE_EFECTIVO | F_COMPRAS | F_COMPRAS_PUNTUALES | F_COMPRAS_PLAZOS | F_AVANCE_EFECTIVO | P_AVANCE_EFECTIVO | P_COMPRAS | LÍMITE_CREDITO | PAGOS | PAGOS_MINIMOS | F_PAGOS_COMPLETOS | MESES_CLIENTE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ID | |||||||||||||||||
| C10001 | 5323.148883 | 0.250693 | 26344.07220 | 38237.442520 | 3727.113162 | 15708.239680 | 0.496536 | 0.464442 | 0.821611 | 0.194502 | 100 | 77 | 16819.48004 | 21337.027460 | 39452.95812 | 0.817907 | 7 |
| C10002 | 12726.638120 | 0.791307 | 37958.51902 | 5690.742440 | 18733.810960 | 38284.354430 | 0.699457 | 0.250327 | 0.654863 | 1.083902 | 78 | 156 | 15617.57058 | 8000.183624 | 63013.74848 | 0.343119 | 9 |
| C10003 | 4305.572068 | 0.176531 | 28392.95334 | 36009.470090 | 2873.383232 | 14294.185030 | 0.419764 | 0.523662 | 0.899912 | 0.207049 | 72 | 81 | 15515.58621 | 27111.360490 | NaN | 0.829074 | 6 |
| C10004 | 4740.988511 | 0.178076 | 27399.00384 | 38246.863490 | 3402.853375 | 6936.812518 | 0.439666 | 0.606597 | 0.783129 | 0.228299 | 78 | 83 | 12926.58797 | 23919.113400 | 38444.21998 | 0.883984 | 7 |
| C10005 | 13820.920640 | 0.826914 | 42214.02163 | 7341.007821 | 19273.070990 | 40091.347850 | 0.821412 | 0.283579 | 0.501361 | 1.106350 | 88 | 182 | 14404.70507 | 6994.688474 | 62041.61734 | 0.383186 | 10 |
| C10006 | 12439.064890 | 0.706673 | 40674.22612 | 6156.208831 | 19401.475610 | 32438.912700 | 0.836764 | 0.343936 | 0.527813 | 0.970693 | 103 | 216 | 14554.91155 | 8814.239865 | 58227.56469 | 0.398377 | 10 |
| C10007 | 5751.875116 | 0.202635 | 32509.15916 | 34929.992110 | 2951.501163 | 15831.777600 | 0.433735 | 0.572119 | 0.848748 | 0.257982 | 80 | 99 | 16427.99721 | 26477.357790 | 19768.61317 | 0.919282 | 6 |
| C10008 | 11958.850430 | 0.731274 | 40494.41581 | 9571.367143 | 18972.549000 | 34492.971030 | 0.871211 | 0.068437 | 0.509161 | 0.968966 | 72 | 197 | 14040.66521 | 5679.381669 | 52698.25158 | 0.372649 | 10 |
| C10009 | 12887.080990 | 0.871732 | 37655.94850 | 7249.847190 | 20221.263170 | 38881.678340 | 0.884932 | 0.326394 | 0.562211 | 1.011474 | 88 | 217 | 14514.68978 | 8457.493288 | 57985.42120 | 0.307665 | 10 |
| C10010 | 4175.239250 | 0.234524 | 27697.46442 | 34065.742050 | 4428.638371 | 14519.219130 | 0.445582 | 0.624615 | 0.920826 | 0.268456 | 78 | 88 | 14888.13154 | 27044.161560 | 30451.40382 | 0.881308 | 6 |
| SALDO | F_SALDO | COMPRAS | COMPRAS_PUNTUALES | COMPRAS_PLAZOS | AVANCE_EFECTIVO | F_COMPRAS | F_COMPRAS_PUNTUALES | F_COMPRAS_PLAZOS | F_AVANCE_EFECTIVO | P_AVANCE_EFECTIVO | P_COMPRAS | LÍMITE_CREDITO | PAGOS | PAGOS_MINIMOS | F_PAGOS_COMPLETOS | MESES_CLIENTE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ID | |||||||||||||||||
| C18941 | 16092.289720 | 0.211874 | 8585.338246 | 29785.218440 | 10502.263110 | 17707.345730 | 0.552723 | 0.695264 | 0.693813 | 1.016379 | 49 | 139 | 5320.343989 | 23574.224600 | 47530.66378 | 0.170916 | 8 |
| C18942 | 13434.274470 | 0.758648 | 42511.209220 | 3679.376217 | 18827.429530 | 35136.779640 | 0.752240 | 0.256360 | 0.525504 | 1.099723 | 87 | 202 | 13975.078000 | 7020.073130 | 58548.04446 | 0.417750 | 10 |
| C18943 | 5123.877238 | 0.175270 | 32472.729900 | 32842.887680 | 3872.892582 | 11315.386040 | 0.424672 | 0.482375 | 0.871242 | 0.186818 | 78 | 106 | 16501.839490 | 24960.862320 | NaN | 0.880880 | 7 |
| C18944 | 11658.261330 | 0.787877 | 40468.623790 | 5411.361875 | 18894.477550 | 40461.053900 | 0.970439 | 0.183322 | 0.500901 | 1.105921 | 96 | 145 | 14508.142380 | 4600.568825 | 56319.07507 | 0.342270 | 9 |
| C18945 | 15119.928760 | 0.246108 | 10546.669410 | 32155.784720 | 11235.846880 | 21376.195980 | 0.547621 | 0.783679 | 0.592171 | 0.965899 | 29 | 120 | 4865.173639 | 19403.205050 | 53664.11661 | 0.208691 | 8 |
| C18946 | 6095.221156 | 0.234346 | 27094.007820 | 35917.204380 | 3463.821376 | 11711.578890 | 0.469832 | 0.539477 | 0.828321 | 0.191030 | 75 | 101 | 17623.810280 | 23954.396950 | 34841.82989 | 0.866856 | 7 |
| C18947 | 12682.575820 | 0.686025 | 38433.618850 | 5293.541956 | 18924.799800 | 34444.867320 | 0.710331 | 0.276426 | 0.546059 | 0.935152 | 95 | 170 | 12433.814930 | 7375.625322 | 66726.37299 | 0.306600 | 10 |
| C18948 | 16464.311410 | 0.189136 | 4296.196384 | 32554.759640 | 11231.500430 | 15214.671560 | 0.424665 | 0.746010 | 0.690380 | 1.063788 | 51 | 151 | 3307.587117 | 22947.759220 | 54761.96221 | 0.129242 | 8 |
| C18949 | 15531.883780 | 0.117118 | 12219.325650 | 31795.971700 | 12390.432130 | 13856.393210 | 0.450670 | 0.805140 | 0.608737 | 1.058548 | 61 | 178 | 6148.232910 | 21369.503520 | 50368.30906 | 0.087448 | 8 |
| C18950 | 5852.488566 | 0.166820 | 32480.936200 | 32368.357730 | 2825.555518 | 8540.930924 | 0.448753 | 0.554458 | 0.863972 | 0.202943 | 87 | 91 | 17179.147460 | 24703.925210 | 33166.54256 | 0.819986 | 7 |